Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: GEMIN6

Gene summary for GEMIN6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GEMIN6

Gene ID

79833

Gene namegem nuclear organelle associated protein 6
Gene AliasGEMIN6
Cytomap2p22.1
Gene Typeprotein-coding
GO ID

GO:0000245

UniProtAcc

Q8WXD5


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
79833GEMIN6LZE4THumanEsophagusESCC7.14e-042.56e-010.0811
79833GEMIN6LZE7THumanEsophagusESCC9.99e-042.50e-010.0667
79833GEMIN6LZE24THumanEsophagusESCC2.40e-073.21e-010.0596
79833GEMIN6LZE6THumanEsophagusESCC1.65e-033.49e-010.0845
79833GEMIN6P2T-EHumanEsophagusESCC1.17e-244.95e-010.1177
79833GEMIN6P4T-EHumanEsophagusESCC1.91e-236.76e-010.1323
79833GEMIN6P5T-EHumanEsophagusESCC7.19e-213.64e-010.1327
79833GEMIN6P8T-EHumanEsophagusESCC5.79e-112.29e-010.0889
79833GEMIN6P9T-EHumanEsophagusESCC3.14e-113.22e-010.1131
79833GEMIN6P10T-EHumanEsophagusESCC9.15e-162.26e-010.116
79833GEMIN6P11T-EHumanEsophagusESCC2.85e-093.81e-010.1426
79833GEMIN6P12T-EHumanEsophagusESCC2.11e-284.91e-010.1122
79833GEMIN6P15T-EHumanEsophagusESCC4.23e-143.96e-010.1149
79833GEMIN6P16T-EHumanEsophagusESCC1.90e-254.15e-010.1153
79833GEMIN6P17T-EHumanEsophagusESCC1.28e-053.39e-010.1278
79833GEMIN6P19T-EHumanEsophagusESCC1.04e-024.85e-010.1662
79833GEMIN6P20T-EHumanEsophagusESCC6.85e-102.80e-010.1124
79833GEMIN6P21T-EHumanEsophagusESCC6.92e-234.34e-010.1617
79833GEMIN6P22T-EHumanEsophagusESCC7.20e-325.62e-010.1236
79833GEMIN6P23T-EHumanEsophagusESCC1.03e-185.48e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:0071826111EsophagusESCCribonucleoprotein complex subunit organization166/8552227/187232.94e-172.42e-15166
GO:0022618111EsophagusESCCribonucleoprotein complex assembly159/8552220/187238.19e-165.71e-14159
GO:000024514EsophagusESCCspliceosomal complex assembly48/855279/187234.93e-031.89e-0248
GO:00003875EsophagusESCCspliceosomal snRNP assembly32/855250/187236.90e-032.52e-0232
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:000037522LiverHCCRNA splicing, via transesterification reactions228/7958324/187231.47e-244.06e-22228
GO:000037722LiverHCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile224/7958320/187231.16e-232.62e-21224
GO:000039822LiverHCCmRNA splicing, via spliceosome224/7958320/187231.16e-232.62e-21224
GO:007182622LiverHCCribonucleoprotein complex subunit organization159/7958227/187233.14e-173.06e-15159
GO:002261822LiverHCCribonucleoprotein complex assembly153/7958220/187233.44e-162.91e-14153
GO:000024511LiverHCCspliceosomal complex assembly46/795879/187233.45e-031.56e-0246
GO:00003872LiverHCCspliceosomal snRNP assembly31/795850/187234.23e-031.84e-0231
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
GEMIN6SNVMissense_Mutationnovelc.95N>Tp.Gly32Valp.G32VQ8WXD5protein_codingdeleterious(0)probably_damaging(1)TCGA-LL-A7SZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
GEMIN6deletionFrame_Shift_Delnovelc.189delNp.His63GlnfsTer9p.H63Qfs*9Q8WXD5protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
GEMIN6SNVMissense_Mutationnovelc.449T>Gp.Ile150Serp.I150SQ8WXD5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GEMIN6SNVMissense_Mutationrs770742111c.40N>Tp.Asp14Tyrp.D14YQ8WXD5protein_codingdeleterious(0.04)possibly_damaging(0.701)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GEMIN6SNVMissense_Mutationrs760437710c.175N>Ap.Gly59Argp.G59RQ8WXD5protein_codingdeleterious(0.05)probably_damaging(0.944)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
GEMIN6SNVMissense_Mutationnovelc.493N>Tp.Ala165Serp.A165SQ8WXD5protein_codingtolerated_low_confidence(0.27)possibly_damaging(0.767)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GEMIN6SNVMissense_Mutationnovelc.336N>Tp.Lys112Asnp.K112NQ8WXD5protein_codingdeleterious(0.01)probably_damaging(0.918)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GEMIN6SNVMissense_Mutationnovelc.367N>Ap.Ala123Thrp.A123TQ8WXD5protein_codingtolerated(0.3)benign(0)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GEMIN6SNVMissense_Mutationnovelc.300N>Cp.Glu100Aspp.E100DQ8WXD5protein_codingtolerated(0.19)benign(0.011)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GEMIN6SNVMissense_Mutationnovelc.367N>Ap.Ala123Thrp.A123TQ8WXD5protein_codingtolerated(0.3)benign(0)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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